{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.special import expit, logit\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.model_selection import cross_val_score, cross_val_predict\n",
    "from sklearn.base import BaseEstimator, ClassifierMixin\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.calibration import calibration_curve\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CLASSIFICATION with SOFT LABELS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((3000, 20), (3000,))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE SYNTHETIC DATA ###\n",
    "\n",
    "X, y = make_classification(n_samples=3000, n_features=20, n_classes=2, \n",
    "                           shuffle=True, random_state=33)\n",
    "\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTION FOR SOFT RIDGE ###\n",
    "\n",
    "class SoftRidge(BaseEstimator, ClassifierMixin):\n",
    "    \n",
    "    def __init__(\n",
    "        self,\n",
    "        alpha = 1.,\n",
    "        solver = 'auto',\n",
    "        fit_intercept = True,\n",
    "        max_iter = None,\n",
    "        random_state = None\n",
    "    ):\n",
    "        self.alpha = alpha\n",
    "        self.solver = solver\n",
    "        self.fit_intercept = fit_intercept\n",
    "        self.max_iter = max_iter\n",
    "        self.random_state = random_state\n",
    "        \n",
    "    def _sigmoid(\n",
    "        self, y\n",
    "    ): \n",
    "        # expit (from scipy)\n",
    "        return np.exp(y) / (1 + np.exp(y)) \n",
    "    \n",
    "    def _inv_sigmoid(\n",
    "        self, y\n",
    "    ): \n",
    "        # logit (from scipy)\n",
    "        y = y.clip(1e-3, 1 - 1e-3)\n",
    "        return np.log(y / (1 - y)) \n",
    "    \n",
    "    def fit(\n",
    "        self, X, y,\n",
    "        sample_weights = None\n",
    "    ):\n",
    "        \n",
    "        self.model = Ridge(\n",
    "            alpha = self.alpha, solver = self.solver,\n",
    "            max_iter = self.max_iter, fit_intercept = self.fit_intercept,\n",
    "            random_state = self.random_state\n",
    "        )\n",
    "        self.model.fit(X, self._inv_sigmoid(y), sample_weights)\n",
    "        self.classes_ = np.unique(y)\n",
    "        self.coef_ = self.model.coef_\n",
    "        return self\n",
    "        \n",
    "    def predict(\n",
    "        self, X\n",
    "    ):\n",
    "        pred = self.model.predict(X)  \n",
    "        return (self._sigmoid(pred) > 0.5).astype(int)\n",
    "    \n",
    "    def predict_proba(\n",
    "        self, X\n",
    "    ):\n",
    "        pred = self._sigmoid(self.model.predict(X)) \n",
    "        proba = np.zeros((X.shape[0],2))\n",
    "        proba[:,0] = 1 - pred\n",
    "        proba[:,1] = pred\n",
    "        return proba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CV SCORES => mean: 0.8673 std: 0.0149\n"
     ]
    }
   ],
   "source": [
    "### CV FIT SOFTRIDGE ###\n",
    "\n",
    "scores = cross_val_score(SoftRidge(), X, y, cv=5)\n",
    "probs = cross_val_predict(SoftRidge(), X, y, cv=5, method='predict_proba')\n",
    "\n",
    "print(\"CV SCORES => mean: {:.4f} std: {:.4f}\".format(scores.mean(), scores.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Count')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zZmBmvmX6btU2Bjz7nW/9e0GFmoiIiBy3lStXcs011/DKK68AUKNGDcqWLetLlkDA8dw3q7j81R+plhBPlQpxBZ5XPTH8lwTR1KeIiIgck6ysLGbOnEnfvn1p3bo1c+bMoUuXLr5m2r03h1veWcDXy7dwboe6PDS4HQllI7fc0YiaiIiIHJMHHniAfv368dtvvwGQnJzs61Tnko27GfDcLGau2sq/zm3L0xd1jOgiDTSiJiIiIkdhx44d7N27l/r16/P3v/+dXr160ahRI79j8c7cDYz+YAlVK8Tz9jXd6dKoit+RPKFCTURERIokLy+Pk08+maZNm/LZZ59RpUoV+vTxd2X/rJw87v3wF96eu4EezavxzEWdqJboz7VxxUGFmoiIiBzW5s2bqVWrFrGxsTzyyCM0bdrU70gAbNixl+venMeSjelcf1ozbunTitgY/6Zei4OuURMREZFC/fDDDzRp0oSPPvoIgPPOO48OHTr4nAr+u3wLA579jt+272X8FcncdlbrqCvSQCNqIiIiUoCsrCzKlStHly5duOaaa+jUqZPfkQDICzie/molz3yzmhPqVOKFyzrTqFr07nigETURERH5H2PGjKFr167s37+f+Ph4nnrqKerXr+93LHZkZnPlaz/xzDerGdKlPlNHnRLVRRpoRE1ERERCnHOYGZ06dWLTpk3k5ub6tmjtoRZs2MWoSfPYlpnNw4PbcWHXBr4uBVJSNKImIiJSymVmZjJ48GDGjh0LwDnnnMOzzz4bFpuoO+d4Y85vDBn3PTExxpSRp3BRt4alokgDjaiJiIiUehUqVCAQCBAIBPyO8j/2Zedx97TFTP15I71b1eCpCzuSVCH8t33ykgo1ERGRUmjZsmXcfvvtTJw4kapVqzJt2rSwGqX6dVsm102ax4rNe7ilT0tuOK05MVF4V+eRaOpTRESkFMrJyWHevHksX74cIKyKtM9/+Z1zn/2O39OzmDC8Gzee0aJUFmmgETUREZFS48svv2Tx4sXccssttG/fnl9//TVsbhYAyM0L8NgXK3jx27V0qF+Z5y/tTP0qFfyO5SuNqImIiJQS7733HuPHj2f//v0AYVWkbdmTxWWv/MiL367lspMb8s7I7qW+SAONqImIiEQt5xwTJkygZ8+etGjRgscff5y4uLiwKtAAUtbtYNSb80nPyuGJoR0Y3Nn/NdvChUbUREREotTWrVu5+eabGTduHAAVK1akXLlyPqf6/5xzvPLdr1z00hwqxMcybVQPFWmH0IiaiIhIFMnOzuaDDz5gyJAh1KxZkzlz5tCqVSu/Y/1Bxv5c7piyiE8WbaLvCbV4fGgHKpWL8ztW2NGImoiISBQZP348Q4cOZe7cuQC0adOGmJjw+nW/avMeBj33HZ8u3sSd57Tmxcu7qEgrhEbUREREItyuXbvYtGkTbdq0YcSIEbRs2ZKuXbv6HatAHy1M444pi6gQH8ubI06me7NqfkcKayrUREREIphzjn79+rFnzx4WLlxIfHw8Z555pt+x/iA7N8BDny7jtdnr6NKoCs9f0pnalcPnerlwpUJNREQkAqWmplKnTh1iY2N55JFHSEhICLspzgN+353F9ZPnM++3nVzVown/6NeauNjwzBpu9CqJiIhEmBUrVtCqVSteeOEFAE499VQ6d+7sc6qCfb96GwOencWyTek8d0kn/jnwBBVpR0EjaiIiIhEiIyODxMREWrZsye23387AgQP9jlQo5xzjvl3LY58vp0n1BN6+5mSa16zod6yIo5JWREQkAowdO5aWLVuyY8cOzIx77rmHRo0a+R2rQLv35XDNG/N45LPl9GtXhw9u6Kki7RhpRE1ERCSMBQIBYmJi6NmzJ4MGDSI2NtbvSIe1bFM6IyfNY+POffxzwAkM79E4rDZ8jzTmnPM7Q7FITk52KSkpfscQERE5Jnl5eVx22WXUq1ePxx9/3O84RTJlXip3v7+YyuXjeP6SziQ3rup3pIhhZvOcc8mHHvd96tPMzjazFWa22szuLODzlc3sIzNbaGa/mNlwP3KKiIiUpNjYWGrUqEH16tX9jnJE+3PzuGvaYv7+7kI6Nkji47+eqiLNI76OqJlZLLAS6AOkAnOBi51zS/OdcxdQ2Tl3h5nVAFYAtZ1z2YdrWyNqIiISadauXcu1117L2LFjadGihd9xiiR1515GvTmfRam7GdmrGbf2bUkZ3dV51AobUfP7GrVuwGrn3FoAM3sbGAQszXeOAypacII7EdgB5JZ0UBERkeJWrlw51qxZw9q1ayOiUPt25VZuevtn8vIcL17ehbPa1vY7UtTxu1CrB2zI9zgVOOmQc54DPgTSgIrAhc65QEGNmdk1wDUADRs29DysiIiI17799ls+/vhjHnvsMerWrcvKlSspU8bvX8+HFwg4nv1mNU99vZJWtSrywmVdaFI9we9YUcnvscmCbgM5dC72LGABUBfoCDxnZpUKasw595JzLtk5l1yjRg1vk4qIiBSD2bNnM3XqVLZv3w4Q9kXazsxsrpo4lye/Wsl5HesxbVQPFWnFyO9CLRVokO9xfYIjZ/kNB6a6oNXAr0DrEsonIiLiKecckyZNYvbs2QDcdtttLF68mGrVwn9z8sWpuxnw7Hd8v3o7D553Iv8e2oHy8eG9XEik87tQmwu0MLMmZhYPXERwmjO/9cAZAGZWC2gFrC3RlCIiIh7Jyspi9OjRvPjiiwDExcVRoUIFn1MdnnOOt35az/kvfA/AuyO7c+lJjbQ+WgnwdXzVOZdrZjcAnwOxwKvOuV/MbGTo8+OA+4EJZraY4FTpHc65bb6FFhEROUo5OTm88cYbDBs2jPLlyzNjxgwaNGhw5CeGgaycPEa/v4T35qVyaovqPH1RJ6omxPsdq9TwfSLcOTcdmH7IsXH5Pk4D+pZ0LhEREa988skn/OUvf6FmzZoMGDCAxo0b+x2pSH7bnsnISfNZtimdG89owU1ntCA2RqNoJcn3Qk1ERCQapaens3z5crp168agQYOYOXMmp556qt+xiuyrpZv52zsLiDHjtSu7clrrmn5HKpVUqImIiBSDK6+8ku+//55169ZRrly5iCnScvMCPPHlSsbOWEO7epUZe2lnGlQN72voopkKNREREY+kpqaSlJREYmIi999/PxkZGZQrV87vWEW2LWM/N771M9+v2c7F3Rpyz8ATKBenuzr9pEJNRETEA1u3bqVt27Zce+21PProo7Rt29bvSEdl3m87uf7N+ezcm81jF7RnSHJk3OwQ7VSoiYiIHIcdO3ZQtWpVatSowZgxYzjnnHP8jnREyQ98ybaMP26ZHWPw0V970rZuZR9SSUH8XkdNREQkYr399ts0atSIVatWAXD99dfTtGlTn1MdWUFFGkDAoSItzKhQExEROUo5OTkA9OrVi8svvzwidhWQyKSpTxERkaNw9dVXs3PnTt577z3q1KnD2LFj/Y4kUUyFmoiIyBE45w5ul9SqVSv27NlDIBAgJibyJqaycvL8jiBHIfK+w0REREpQWloaZ5xxBrNmzQLg1ltv5V//+ldEFmm5eQFufOtnv2PIUYi87zIREZESVLlyZXbu3MnmzZv9jnJcnHP83we/8MXSzSSULXhttOqJ2sMz3GjqU0RE5BDff/8948aN47XXXiMhIYF58+ZF5Ahafk99tYq3flrPqN7NuP3s1n7HkSKK7O86ERGRYrBu3TpmzpzJ+vXrASK+SHvzx994+utVDOlSn9vOauV3HDkKkf2dJyIi4gHnHO+88w5Tp04F4OKLL2bp0qU0adLE52TH7/Nffuf/3l/C6a1r8tDgdgdvipDIoEJNRERKPeccTzzxBOPHjwfAzKhQIfI3Iv/p1x389a2f6dAgiecv6UyZWP3ajzR6x0REpFTKzc3lhRdeIDMzk5iYGD744AM+/PBDv2N5ZsXvexgxcS71q5Tn1WFdKR+vzdUjkQo1EREplX7++WdGjRrFW2+9BUCtWrUoUyY67rHbuGsfw179ifLxsbx+VTeqJOhuzkilQk1EREqNjIwMvvrqKwC6du1KSkoKf/nLX3xO5a2dmdlc8cqPZGbnMvGqbtSvEvlTuKWZCjURESk17rjjDs4991y2bdsGQJcuXaLq4vp92Xn8ZeJcNuzcx/grkmldu5LfkeQ4qVATEZGotmnTpoOL1Y4ePZovv/yS6tWr+5zKe7l5AW6YPJ+fN+zimYs6clJTbRQfDVSoiYhI1Nq3bx+dO3fm5ptvBqBOnTr06NHD51Tec85x17TFfL18C/cNOpGzT6zjdyTxSHRcNSkiIpLP77//Tu3atSlfvjxPPfUUnTt39jtSsfr3Fyt5JyWVG09vzuUnN/I7jnhII2oiIhJVPv/8cxo1asTMmTMBuPDCC2nRooXPqYrP6z+s47n/rubibg34W5+WfscRj6lQExGRqLBv3z4AevbsyahRo2jTpo3PiYrf9MWbuOfDXzizTS3uH3RiVN0YIUEq1EREJOLddttt9O7dm7y8PBISEnjyySepUaOG37GK1Q9rtnPz2wvo3LAKz13SSbsORCldoyYiIhHJOQcEt3tKTk4mLi6O3NxcYmOjfwX+pWnpXPN6Co2qVeCVYcmUi4v+r7m0UvktIiIRZ+fOnfTt25c333wTCF6HNmbMGMqWLetzsuK3Ycdehr32E4nlyjDxqm4kVdCuA9FMhZqIiEScSpUqERMTQ15ent9RStSOzGyGvfoT+3PymHhVN+omlfc7khQzFWoiIhIR5s+fz8CBA8nIyCA2NpbPPvuMYcOG+R2rxOzNzmX4hLls3LWPV6/sSstaFf2OJCVAhZqIiESEvXv3snDhQtauXQtQqu5wzMkLMOrN+SxO3cWzF3ciuXFVvyNJCdHNBCIiEramTZvGpk2bGDVqFD179mT16tXEx5eua7Kcc9w5ZTEzVmzlocHt6Nu2tt+RpARpRE1ERMLWW2+9xeuvv37wWrTSVqQBPPr5CqbMT+VvZ7bk4m4N/Y4jJUyFmoiIhI28vDyef/55Nm7cCMDLL7/MrFmzSsWSGwV5bfavvDBjDZee1JAbz2judxzxgQo1EREJGxs2bODWW29lwoQJAFSuXJm4uDh/Q/nko4Vp3PfxUs5uW5v7tOtAqaVr1ERExFd79+5l+vTpXHDBBTRu3Jj58+fTunVrv2P5avbqbdzyzgK6Nq7KUxd1JDZGRVpppRE1ERHx1ZNPPsnQoUNZuXIlAG3atCnVo0dLNu7m2jfm0bR6Ii9foV0HSjsVaiIiUuK2bNnC6tWrAbj55pv59ttvadmypc+p/Ld++16ufG0ulcvHMfGqblQuXzqnfeX/09SniIiUqEAgQO/evalWrRqzZs0iISGBU0891e9YvtuWsZ8rXv2R3ECAt686mdqVy/kdScKACjURESkRv/32Gw0bNiQmJoZnnnmGevXq+R0pbGTuz+WqCXP5PT2LN0ecTPOaiX5HkjChqU8RESl2KSkptGzZksmTJwNw5pln0qZNG59ThYfs3AAjJ83jl7R0nr+kM10aVfE7koQRFWoiIlJs9uzZA0CnTp244447OOOMM3xOFF4CAcft7y1k1qptPDS4HWe0qeV3JAkzKtRERKRYjBkzhvbt2x/cRP2+++6jdm1tf5Tfw58t5/0Fadx2ViuGJjfwO46EIc+uUTOzBGCfcy5gZi2B1sCnzrkcr/oQEZHw5pwjEAgQGxtLr1692LFjBzExGhMoyPhZa3lp5lqGdW/EqN7N/I4jYcrLfz0zgXJmVg/4GhgOTPCwfRERCWP79++nf//+PPzwwwD06NGDxx9/nAoVKvicLPy8//NGHvhkGf3b1eGfA9uW6nXj5PC8LNTMObcXGAw865w7DzjBw/ZFRCSMlS1blrp161K1alW/o4S1mSu3cuu7Czm5aVX+PbSDdh2Qw/K0UDOz7sClwCehY1r+Q0Qkiv3yyy+cdtppBzdRHz9+PNddd53PqcLXotRdjJw0jxa1KvKSdh2QIvCyULsZ+AcwzTn3i5k1Bf7rYfsiIhJmypUrx/r161m3bp3fUcLeum2ZDH9tLlUT4pk4vCuVymnXATkyc85526BZgnMu09NGj0FycrJLSUnxO4aISNT55JNPmDNnDvfff1RYqx0AACAASURBVD8AeXl5xMZqZOhwtuzJ4oIXfiBjfy7vjexO0xpa0Fb+l5nNc84lH3rcsxE1M+tuZkuBZaHHHcxsrFfti4hIeJg5cybvv/8+e/fuBVCRdgR7snIY/tpctu7Zz6tXdlWRJkfFy6nPp4CzgO0AzrmFwJ88bF9ERHwQCAR44YUXWLBgAQD/+te/mDdvnu7mLIL9uXmMnDSPFb/vYexlnenYIMnvSBJhPF3cxjm34ZBDeV62LyIiJS89PZ17772XCRMmAMHr0uLj4/0NFQECAcff31nI7NXbeeT89pzWqqbfkSQCeVmobTCzUwBnZvFmdiuhaVAREYksWVlZvPLKKzjnSEpK4scff+TJJ5/0O1bEcM5x/ydL+XjRJu48pzXnd6nvdySJUF4WaiOB64F6QCrQMfRYREQizNtvv82IESOYPXs2AI0bN9airEfhxZlreW32Oq7q0YRr/9TU7zgSwbxc58ycc5d62J6IiJSgbdu2sX79ejp37swVV1xBy5YtOeWUU/yOFXGmzEvl4U+XM7BDXUb3b6MCV46Ll4Xa92b2K/AfYIpzbpeHbYuISDG74IILSE1NZcWKFcTGxqpIOwb/XbGF26csokfzajw+pD0x2nVAjpNnU5/OuRbAaKAtMN/MPjazy470PDM728xWmNlqM7uzkHN6m9kCM/vFzL71KrOISGm3du1asrOzAXjiiSeYNm2alts4Rgs27GLUpPm0rl2RcZd1oWwZvY5y/Ly+6/Mn59wtQDdgBzDxcOebWSzwPHAOwX1BLzazEw45JwkYC5zrnGsLDPEys4hIabVu3Tratm3Lv//9bwA6d+5Mu3btfE4VmdZuzeCqCXOpUbEsE4Z3o6J2HRCPeLngbSUzG2ZmnwLfA5sIFmyH0w1Y7Zxb65zLBt4GBh1yziXAVOfcegDn3BavMouIlEbbt28HgjcIPPzwwwwbNsznRJFtS3oWV7z6Ewa8flU3alQs63ckiSJejqgtJHin533OuZbOuTucc/OO8Jx6QP6111JDx/JrCVQxsxlmNs/MriisMTO7xsxSzCxl69atx/I1iIhEtXHjxtGsWbODm6jfdNNN1K1b1+dUkSs9K4dhr81lR2Y2rw3vSuPqCX5Hkijj5c0ETd3Rbxxa0FWWh7ZRBugCnAGUB34wsznOuZV/eKJzLwEvQXCvz6PMIiISlZxz5OTkEB8fT58+fVi5ciWVKlXyO1bEy8rJ45rXU1i1eQ+vXtmV9vW164B477gLNTN7yjl3M/Chmf2hOHLOnXuYp6cCDfI9rg+kFXDOttBG75lmNhPoAPyhUBMRkf/lnGPIkCEkJSUxfvx4mjVrxhNPPOF3rIiXF3Dc8s4C5qzdwVMXduRPLWv4HUmilBcjam+E/n78GJ47F2hhZk2AjcBFBK9Jy+8D4DkzKwPEAycBWh5bROQwnHOYGWZGu3btSEhIOHhMjl7yA1+yLSP7D8cT4mP5c6dDr9gR8c5xF2r5rkPr6Jx7Ov/nzOwmoNDlNJxzuWZ2A/A5EAu86pz7xcxGhj4/zjm3zMw+AxYBAWC8c27J8eYWEYlWa9as4fLLL+f555+nU6dO3HPPPX5HingFFWkAmdna0lqKl5fXqA0Dnj7k2JUFHPsfzrnpwPRDjo075PFjwGPHH1FEJPpVrVqVzMxMtmzRTfIikc6La9QuJjhd2cTMPsz3qYrA9uNtX0REjuyrr77irbfeYvz48VSpUoUFCxZomlMkCngxonZgzbTqwL/zHd9DcLpSRESK2cqVK5k9ezZbtmyhVq1aKtI8tC1jv98RpBSzo19RIzIkJye7lJQUv2OIiBSLQCDAa6+9Rr169Tj77LMJBALk5ORQtqwWW/XSys17uGrCXFJ37iv0nHUP9y/BRBKtzGyecy750OPHveCtmX0X+nuPmaXn+7PHzNKPt30REfmj3NxcnnzySSZNmgRATEyMijSPzVixhcFjv2d/boCk8gVvCVU9Mb6EU0lp48Vdnz1Df1c8/jgiIlKY/fv38+KLLzJy5Eji4+P56quvqFmzpt+xotKE2b9y38dLaV27EuOHJVM3qbzfkaSU8nKvz2ZmVjb0cW8zuzG0obqIiHhg1qxZ3HTTTXz00UcA1K5dm5gYL3cClNy8AP/3/hLu/Wgpp7euxbsju6tIE195+S98CpBnZs2BV4AmwGQP2xcRKXV27tzJf//7XwDOPPNM5s+fz/nnn+9zqui0e18OwyfM5Y05v3Htn5ry4uVdSCjr5SpWIkfPy+/AQGgB2/OAp5xzz5rZzx62LyJS6lx//fV89tlnbNiwgYSEBDp16uR3pKi0fvterpo4l3XbMnnk/HZc2LWh35FEAG9H1HJCa6oNAz4OHSv46ksRESnUunXr2LFjBwAPPvggX3/9NQkJCT6nil5z1+1g0PPfsXXPft74y0kq0iSseFmoDQe6Aw86534N7d85ycP2RUSi3q5du+jYsSOjR48GoEmTJhpFK0ZT5qVy6cs/UqVCPO9f34Puzar5HUnkf3g29emcW2pmtwItzexEYIVz7mGv2hcRiWabNm2iTp06JCUl8dxzz9GrVy+/I0W1QMDx+BcrGDtjDd2bVuOFyzqTVEFLbUj48fKuz97AKuB5YCyw0sz+5FX7IiLR6p133qFx48b8/HPwst7LLruMBg0a+Jwqeu3LzmPUm/MZO2MNF3drwOt/6aYiTcKWlzcT/Bvo65xbAWBmLYG3gC4e9iEiEjX27dtH+fLl6dOnDzfddBNNmzb1O1LU25yexYiJKSxJ283o/m34S88m2m5LwpqXhVrcgSINwDm30sx0M4GISAFGjBjBunXr+PLLL6lSpQqPPvqo35Gi3pKNuxkxMYX0rBxevjyZM0+o5XckkSPyslBLMbNXgDdCjy8F5nnYvohIRHPOHRy9Ofnkk2natCmBQIDY2Fifk0W/z3/5nZvfXkCVCnG8N/IUTqhbye9IIkXi2absoV0Jrgd6AgbMBMY65/Z70sFR0qbsIhJONm3axPnnn89dd93FgAED/I5TajjneHHmWh75bDnt6yfx8hVdqFmxnN+xRP6gsE3Zvbzrc7+ZPQd8DQQI3vWZ7VX7IiKRrFq1apQtW5bsbP1YLCnZuQHunraYd+el0r99Hf49pAPl4jR6KZHFs0LNzPoD44A1BEfUmpjZtc65T73qQ0QkksycOZPHH3+cd999l7Jly/LNN9/owvUSsjMzm2snzeOnX3dw4xktuPmMFsTE6LWXyOP1XZ+nOedWQ3CTduATQIWaiJRKGRkZLFu2jA0bNtC8eXMVaSVk9ZYM/jJxLpt2Z/HUhR35c6d6fkcSOWZeFmpbDhRpIWuBLR62LyIS1pxzTJo0iby8PK688kr69etHnz59iIvTDfAl5btV27juzXnEx8bw1tUn0aVRVb8jiRwXLwu1X8xsOvAO4IAhwFwzGwzgnJvqYV8iImFp0qRJxMTEMGzYMMxMRVoJevPH3/jnB7/QrEYCrwzrSoOqFfyOJHLcvCzUygGbgQP7nmwFqgIDCRZuKtREJOpkZ2fzzDPPMHz4cKpVq8Z//vMfKlWqpGnOEpQXcDz4yTJenf0rvVvV4NmLO1GxnApkiQ5e3vU53Ku2REQixapVq/jHP/5BQkIC1113HUlJSX5HKlUy9udy41s/883yLVx5SmNG929DmVjPdkcU8Z2XI2oiIqXC7t27+eabbzjvvPNo27YtS5YsoVWrVn7HKnVSd+5lxMQUVm3J4P4/n8jlJzfyO5KI5/TfDhGRo3T//fdz0UUXsWnTJgAVaT6Yv34nf35+Nht37WPC8K4q0iRqHfeImpnd5Jx72sx6OOdmexFKRCTcbNiwgUAgQKNGjbj77ru58MILqVOnjuf9JD/wJdsy/rgobvXEeFJG9/G8v0j04cI0bn13IbUrlePta5JpXrOi35FEio0XI2oHrk171oO2RETCTnZ2Nt27d+eGG24AoEqVKnTt2rVY+iqoSDvc8dLEOceTX67kxrd+pmP9JN6/voeKNIl6XlyjtszM1gE1zGxRvuMGOOdcew/6EBEpcb/++itNmjQhPj6el156iRNOOKFY+8vcn1us7UeyrJw8bntvER8tTOP8zvUZM/hEypbRdlAS/Y67UHPOXWxmtYHPgXOPP5KIiP+++eYb+vbty/vvv8+AAQPo16+fp+3n5gVYsXkPCzfsZuGGXSxM3cXKzXsO+5xAwJXKbZC27MnimtfnsWDDLm4/uxXX9Wqm5U+k1PDkrk/n3O9ABzOLB1qGDq9wzuV40b6ISElJT0+nUqVK9OzZk7vvvpsePXocd5vOOVJ37mPBhl0Hi7LFG3eTlRMAoEqFODo0SOKstrV5+utVhbZz6qP/ZXDnepzXqR5NayQed65IsGxTOiMmprA9cz/jLuvM2Sd6f12gSDgz55w3DZn1Al4H1hGc9mwADHPOzfSkg6OUnJzsUlJS/OhaRCLUbbfdxieffMLPP/9M2bJlj7mdXXuzQ0XZbhamBouz7ZnBa8zKlonhxHqV6VA/iQ4NKtOxQRINq1Y4OELU+M5PCm33Ty1r8N2qrQQcdG6YxODO9RnQvg5JFeKPOWs4+2b5Zv46+WcSy5Vh/BVdaVe/st+RRIqNmc1zziUfetzLddSeAPo651aEOmwJvAV08bAPERFPBQLBUa2YmBhOP/10EhMTj2paLSsnj6Wb0lmwftfBomzd9r0AmEGLmomc3romHRok0bFBEq1qVyTuMAuyVk+ML/Suz9ev6sbm9Cw+WLCRKfM2Mvr9Jdz30VLOaFOTwZ3r07tVjcO2HSmcc7w6ex0PfrKUE+pWYvwVXalduZzfsUR84eWI2qJDbxwo6FhJ0YiaiBxJeno6AwcOZOjQoVx//fVHPD8QcKzdlsGCDbtZsGEnCzfsZtmmdHIDwZ+jtSuVo2ODJDo0CI6WtatXudi2MnLO8UtaOlPnb+TDhRvZlpFN1YR4zu1Ql/M71+fEepG5jVVOXoB7PvyFyT+u56y2tXjywo5UiNfa7BL9SmJELcXMXgHeCD2+FJjnYfsiIp6qWLEidevWpXLlgqfUNqdnHbyubMGGXSxO3c2e0J2ZFcuWoX2Dylzzp6bBwqx+UomO+pgZJ9arzIn1KvOPfq2ZtWorU+ZvZPJP65nw/Tpa1ExkcOf6/LlTXepULl9iuY7H7r05jJo8j9mrt3Nd72bc1rdVqbx5QiQ/L0fUygLXAz0JXqM2ExjrnNvvSQdHSSNqIlKQuXPncuuttzJ16lSqVat28PierBwWb9zNwnyjZb+nZwFQJsZoU6fSwdGyjg0q07R6YlgWEbv35fDJok1MnZ9Kym87MYMezaozuHM9zj6xdtiOTq3blslVE+eyYcdexpzXjiHJDfyOJFKiChtR86xQCzcq1ESkIIsWLeL8IUN5+IXX2Veh1sHRstVbMzjw47BxtQoHrynr0CCJE+pUolxc5K3ZtW5bJtN+3sjUn1PZsGMfFeJjOefEOpzfuR4nN60WNoXmnLXbGTkpOAHz4mVdOKlptSM8QyT6qFATkVLJOcfY199h3rrtNO7cm4Wpu1iycTf7c4M3EVRLiD84ddmxYRLt61WmSkJ03UXpnGPuup1MnZ/KJ4s2sWd/LnUrl+PPneoxuHN9mtf0b6mPd1I2cPe0xTSoWoFXh3WlcfUE37KI+EmFmohEjcPth/nF33odHCU7cBfmzr3BJR3LxcXQ7uDSGMERs/pVykfkRffHKisnjy+Xbmbq/FRmrtpGXsDRoUES53eux8D2dUusSA0EHI98vpwXv11Lz+bVef6SzlSuUDw3XohEAhVqIhI1DrfW2AGGo3GVsnRrVos2tSqQ3KQaretUpkwULF/hlS17svhwQRpT5m9k2aZ04mKN01oFl/o4vXVN4ssUz2u1NzuXm99ewBdLN3PJSQ3517lto2JZEZHjUex3fYbWTbsNaJS/Xefc6V71ISJyJP84pzUNEgJccnZPht94Pf+84J9+RwpbNSuWY8SpTRlxalOWpqUz7edU3l+QxhdLN5NUIY5zO9RlcOf6dKhf2bNRx0279zFiYgrLNqXzzwEnMLxH41I1oilytLy863MhMI7gkhx5B44753xZokMjaiLR63Ajause7g/Ab7/9RsOGDVUEHKXcvADfrd7GlPkb+eKX39mfG6BpjQTO71yfP3eqR72kY1/qY1HqLkZMTCFzfy7PXtKJ01vX8jC5SGQriXXUcp1zL3jYnojIUVuyZAknnngijRo18jtKRCoTG0PvVjXp3aom6Vk5fLp4E1Pmb+Sxz1fw+Bcr6N60GoM71+fsE2uTWLbov0I+XbyJv72zgGoJZZky6hRa165UjF+FSPTwckTtXmALMA04uHaac26HJx0cJY2oiUQn5xxN/jG90M8fGFETb23YsZep84NLffy2fS/l42I5+8TaDO5cj1OaVSe2kKU+nHOMnbGGxz5fQaeGSbx0eTI1Kh77Pqoi0aokRtSGhf6+Ld8xBzT1sA8RKeXe/HF9oZ+rnhhdy2qEkwZVK3DTmS248YzmzF+/kynzN/LxwjSm/byR2pWCS32c37keF788p8A7csuWieGtq0+OyPXoRPykuz5FJGKs376Xvk/OoEujqkwacRI//vgj1atXp3nz5n5HK5WycvL4etkWps5PZcbKreQFDv/7RKOdIoUribs+44DrgD+FDs0AXnTO5XjVh4iUXoGAY9TE79mbmUH7rFTMTubkk0/2O1apVi4ulv7t69C/fR22ZeznwwVp3PfxUr9jiUQVLxeueQHoAowN/ekSOiYicly2bdvGhO/XsWTLfvpUS+cvFw/2O5IconpiWa7q2cTvGCJRx8tr1Lo65zrke/xNaMkOEZFj9tBDD/HUK5NJuuhRTmtVg/FX9tOSGyJSanhZqOWZWTPn3BoAM2tKvvXURESKyjlHTk4O8fHxnH1OP6bsbkJOmRgePr+9ijQRKVW8nPq8Dfivmc0ws2+Bb4C/e9i+iJQCOTk59O3bl7vuuguAn3Ynso2K/GvQidSqVM7ndHIkhd15qztyRY6NZyNqzrmvzawF0AowYLlzbv8RniYiAgRH0cyMuLg4OnXqRIsWLVi1eQ///nIlZ7WtxaCOdf2OKEWQMrqP3xFEospxF2pmdrpz7hszO/Tq3mZmhnNu6vH2ISLRbcmSJQwfPpzJkyfTokULHn30UXLzAgx+4XsSy5bhwfPaacpTREolL0bUehGc5hxYwOccoEJNRA6rWrVq7N+/ny1bttCiRQsAXpixhkWpuxl7aWeqJ2olexEpnY67UHPO3RP68D7n3K/5P2dmuldbRAo0bdo0vv76a5577jnq1KnDwoULD46aLU1L55lvVjGwQ136tavjc1IREf94eTPBlAKOvedh+yISRZYtW8bs2bNJT08HOFikZecGuOWdBVQuH89957b1M6KIiO+Ou1Azs9Zmdj5Q2cwG5/tzJXDEW7TM7GwzW2Fmq83szsOc19XM8szsguPNLCIlLy8vj6eeeorvvvsOgNtuu425c+dSqVKl/znv2W9Wsfz3PTw0uB1VEnSnoIiUbl5co9YKGAAk8b/Xqe0Brj7cE80sFnge6AOkAnPN7EPn3NICznsE+NyDvCLig6ysLJ5++mkGDhxIz549iYuL+8M5CzfsYuyMNQzuXI8+J9TyIaWISHjx4hq1D4APzKy7c+6Ho3x6N2C1c24tgJm9DQwCDt0s7q8Ep1a7Hm9eESk5mZmZvPTSS9x4440kJCQwZ84catasWeC5WTl5/P3dhdRILMs9AzXlKSIC3l6jNtLMkg48MLMqZvbqEZ5TD9iQ73Fq6NhBZlYPOA8Yd6QAZnaNmaWYWcrWrVuLnlxEisX06dO55ZZbmDFjBgC1atUqdJmNJ79cyeotGTx8fjsql//jaJuISGnkZaHW3jm368AD59xOoNMRnlPQT2x3yOOngDucc0fcjso595JzLtk5l1yjRo0jBhYR723evJlZs2YBcMEFF7BgwQLOOOOMwz5n3m87eGnWWi7u1oDerQoecRMRKY283OszxsyqhAo0zKxqEdpPBRrke1wfSDvknGTg7dD/wqsD/cws1zn3vjexRcRLV155JUuWLGHt2rXExcXRoUOHw56/LzuPW99dRN3K5bm7/wkllFJEJDJ4Waj9G/jezA4syTEEePAIz5kLtAitt7YRuAi4JP8JzrmDa7GZ2QTgYxVpIuFl+fLl1K9fn8TERJ588smDW0EVxSOfLefXbZlMvvokEst6+SNJRCTyeTb16Zx7HbgA2AxsAQY75944wnNygRsI3s25DHjHOfeLmY00s5FeZROR4pOWlkbHjh0ZM2YMAK1bt6ZVq1ZFeu6ctduZ8P06hnVvxCnNqhdnTBGRiGTOHXpJ2HE2aFaTfOunOefWe9pBESUnJ7uUlBQ/uhYpFTZu3Ei9esF7fyZMmEC/fv0KvaOzIJn7czn76ZnEmjH9plOpEK/RNBEpvcxsnnMu+dDjno2omdm5ZrYK+BX4FlgHfOpV+yISPl566SWaN2/OqlWrgOB1aUdTpAGMmb6M1J37eHxIBxVpIiKF8PKn4/3AycBXzrlOZnYacLGH7YuIj5xz7Nu3jwoVKjBw4EDWr19/cETtaM1atZU3f1zP1ac2IblxVY+TiohEDy+X58hxzm0nePdnjHPuv0BHD9sXEZ845xg8eDBXXHEFAHXq1OGBBx6gQoUKR91WelYOt7+3iGY1Evh736JdyyYiUlp5OaK2y8wSgZnAm2a2Bcj1sH0RKWGBQICYmBjMjN69exMTE4NzrtBFa4vi/o+Wsjk9i6mjelAuLtbDtCIi0cfLEbVBwF7gb8BnwBr+d+9PEYkga9eupUuXLsycOROAm266ib/+9a/HVaR9vWwz785LZWSvZnRskHTkJ4iIlHKejKiFNk3/wDl3JhAAJnrRroj4p1atWiQmJpKVleVJe7v2ZnPn1MW0rl2Rm85s4UmbIiLRzpMRtdD2TnvNrLIX7YmIPz799FPOP/988vLySEhIYObMmfTt29eTtu/58Bd2Zmbz+JAOlC2jKU8RkaLw8hq1LGCxmX0JZB446Jy70cM+RKQY7dy5k1WrVrF582bq1q17XNOc+X22ZBMfLEjj5jNbcGI9/X9ORKSoPFvw1syGFXTcOefLNKgWvBU5skAgwLhx46hevTpDhw7FOUdubm6Rt38qiu0Z++n75EzqJJVj2qgexMV6eWmsiEh0KGzB2+MeUTOzhs659X4VZCJy7JxzvP766zRt2pShQ4ce1R6dRW1/9PtL2JOVy+QhHVWkiYgcJS9+ah7cIN3MpnjQnogUo3379jFmzBgyMjKIjY3l008/5c033yyWvj5cmManS37n5j4taFW7YrH0ISISzbwo1PJfxNLUg/ZEpBgtWLCA0aNH8/HHHwNQpUoVz65Fy29Lehb//OAXOjZI4ppT9aNBRORYeFGouUI+FpEwsXXrVj788EMAunfvzvLly7nooouKrT/nHP+YupisnDz+PbQDZTTlKSJyTLy467ODmaUTHFkrH/qY0GPnnKvkQR8ichzuvPNO3n33XdavX09SUhItW7Ys1v6mzN/I18u3MLp/G5rVSCzWvkREotlx/zfXORfrnKvknKvonCsT+vjAYxVpIj5ZtWoVaWlpADz44IP88MMPJCUV/24Am3bv418f/UK3xlW5qkeTYu9PRCSaaT5CJAplZGTQrVs37rzzTgBq165N27Zti71f5xy3v7eI3DzHY0PaExPj/bVvIiKliZcL3oqIz9asWUOzZs1ITExkwoQJdOvWrUT7f+unDcxatY37B7WlUbWEEu1bRCQaaURNJEpMnTqVFi1aMGvWLAAGDRpEnTp1Sqz/DTv28uAnS+nRvBqXntSoxPoVEYlmKtREIphzjt27dwNw1llncc8999CpU6cSzxEIOG57byFmxiPna8pTRMQrKtREItiIESPo06fPwU3U77nnHhITS/4uy9d/WMectTsY3b8N9atUKPH+RUSila5RE4kweXl5xMTEYGacffbZJXKTwOH8ui2Thz9bTu9WNbiwawNfs4iIRBuNqIlEkM2bN3PSSScd3PJpyJAh3HLLLcTGxvqSJy/guPXdhcTHxvDw4PbFssOBiEhpphE1kQhSo0YNGjZsSMWK4bFv5ivfrWXebzt5YmgHalcu53ccEZGooxE1kTA3Y8YMevXqRUZGBjExMUydOpVBgwb5HYtVm/fw+Bcr6XNCLc7rVM/vOCIiUUkjaiJHkPzAl2zLyP7D8eqJ8aSM7lPs/cfFxbF9+3bS0tKKfeunosrNC3DruwtJiI9lzHntNOUpIlJMVKiJHEFBRdrhjh8v5xzjx48nMzOTm2++mR49erBo0SJiYsJnAHzct2tYmLqb5y7pRI2KZf2OIyIStcLnJ79IBMoLOM/bNDO++uorPv/8c5wLth9ORdrStHSe/noV/dvXYUD7un7HERGJauHz018kAp005ivumraY2au3kZsXOOZ2srKyuO+++9i4cSMAr776KtOnTw+7KcXs3AB/f3chlcvHcf+gE/2OIyIS9TT1KXIY2bmHL75OalqNafM3MvnH9VRNiOestrXo164OJzetRlxs0f8flJaWxsMPP0yVKlX461//+v/au/Mwu6o63//vb+ZAIIRMhgRIgDAECCglIqigAQmDBm1pQVBE7Eg3Tn1bGRqverW5YOO10VbUiCj4QxARFYSIiAIik2EMYQwEIRBJAmFIIFPV9/fH2bRFUaFOQp2zd1W9X89TT52z9tpnf6sWlfNh7b3PYuONq7lO5rf/8BD3LXqeWR/eg803HlR2OZLU6xnUpHVYvbaNT/709tfs850PvYmXVrdy3YOLuWLu37jszie58NbH2WyjgRw45Q0ctOsb2Ge7UZ2Gtqeffprf/OY3HHPMMWyzzTbcf//9bLXVVo36cV63uQuf4zvXPsz7CfcS2gAAIABJREFU3zied+/8hrLLkaQ+waAmdeLlkPa7e59i48H9WbGq9VV9Rg2rzSgNHdSf6buMY/ou41i5ppXrHlzC7LmLuGLuIn4253GGDx3IAVPGcsiu49hnu1EMGlALbd/61rc4/fTT2W+//dh6660rHdJWrW3l335+J6OGDeJL7yl3JQRJ6kvi5YuVe5uWlpacM2dO2WWoB2of0r78nil8dJ9JG/Q6K9e0csNDS7ly7iKuvvcpXli1lo0H9WOvLTfiQ2/bkT3Gb8xjjz7C1KlTu/kn6H5nzL6f7133MD869s28c4cxZZcjSb1ORNyWmS0d251Rk9rprpAGMGRgf/afMpb9p4xl1dpWrn9gMf/0lbP544u7c83Dc9hk8AD2nzKWg/r/jXdsP5ohA8tZBqortz+2jFnXP8wHW7Y0pElSkxnUpEJ3hrT27rnnHnbeeWcO2Hkc559wAFtuPZFHVw5h9txFXDXvKX55xxMMGzyAaTuN4aBdxrHfDtUJbS+tbuVzF9/FuOFD+cKhO5VdjiT1OZ76lGhcSPvTn/7EvvvuywUXXMCRRx75qu1rWtu46eGnuXLuIq6a9zeWvbiGjQb15107juGQXcex3w5jGDqovND2lcvv5dw/L+CCj7+FfbYbVVodktTbrevUp0FNfV4jQtqSJUsYPXo0bW1tfOMb32DmzJlsuummr7nPmtY2bnnkGa4oQtszK1YzdGAttB286zjeueNoNhrUvEnwWx55miN+cDNHv2VrvnqYn5kmSY1kUJM60YiQduKJJ/Kzn/2MefPmMWzYsA16jbWtbdy64BmuvGcRv73nbyxdvpohA/vxzh3GcNCu45i24xg2Hty40LZi1Vqmf/N6gmD2Z97e0GNJkryZQHqV7gxpra2ttLW1MXDgQA477DBGjhzJ4MEbvgbmgP792Hu7Uey93Sj+z3t34dYFzzD7nkXMvudvzL7nbwwe0I99tx/NIVPH8a4dx7DJkIEbfKzOnD77PhYue4mfzXyrIU2SSuSMmvqk7gxpK1asYP/99+eQQw7hC1/4QjdW+Wqtbcltf13GlXMXMfueRTz1/CoGDejHOyaP5pCpb2DaTmPZ9HWGthseWsrRP7yF4942if996JRuqlyS9FqcUZMK3RXSMpOIYOONN2aPPfZgu+226+ZKX61/v2DPSZuz56TN+eKhU7j9sWVcOfdvzL5nEb+/7ykG9e/H2yeP4qBdx3HAlLEMH7p+oe35lWs48ZK72Gb0xnz+wB0a9FNIkurljJr6lO4Kabfeeiuf+MQn+M1vfsP48eO7ucr119aW3PH4s8yeWzs9+sSzLzGwf/C27Wqh7d1TxrLZRl2vzXniJXdxyW0L+cU/780btxrRhMolSeCMmtStpztHjhxJZrJ48eJKBLV+/YI9th7BHluP4NRDduKuhc9x5dxFXDl3EX+85G7+vV+w93ajOGTXN/DuKW9gRLGgest/XM3S5atf9Xr/dP4c5nzhgGb/GJKkDpxRU5/QHSHt/PPPZ+7cuZx55pnA3099VllmMveJ57hi7iJmz/0bjz3zIv37BXtvO5KDdhnHv/9y7jr3ffSMQ5pYqST1bc6oqc/qrpm0efPmcfPNN7Nq1SoGDx5c+ZAGEBFMnbAZUydsxsnTd2Tek8//z0zba4U0SVI1OKOmXm312jY+deHtXDVv/UPa6tWr+c///E8OPfRQdt99d1avXs2AAQPo169fAytujszkvkUvcPC3/rTOPs6oSVLzOKOmPuf1hDSofezGt7/9bdasWcPuu+/OoEFdX4zfU0QEU7Z47ZUSJEnlM6ipV9rQkPbss8/yox/9iM9+9rOMGDGCu+++mzFjxjS4WkmSOtfzz+FIHbyembSf//znfO5zn+P2228H6PUhbdSwzmcJ19UuSWour1FTr7IhIe2vf/0rixYtYq+99qKtrY17772XXXZxEXJJUvN4jZp6vQ0JaZnJBz/4QV544QXmzp1Lv379DGmSpMowqKlXWN+Qdtddd7HjjjsyePBgZs2axfDhw3vF3ZySpN7Fdyb1eOsb0h544AHe9KY38c1vfhOAqVOnsvXWWzejVEmS1otBTT3a+oS0hQsXArDDDjvw/e9/n5kzZzarTEmSNohBTT3W+oS0r33ta0yZMoUnnngCgI9//ONsttlmzSpVkqQN4jVq6pHqCWltbW2sXLmSjTbaiMMPP5y1a9cyevToEqqVJGnDlD6jFhHTI+KBiJgfESd3sv2oiLi7+LoxInYro05VRz0hrbW1lWnTpvHpT38agG222YZTTz21V60uIEnq/UqdUYuI/sB3gAOAhcBfIuKyzLy3XbcFwL6ZuSwiDgJmAW9pfrWqgq5CWltbG/369aN///68+93vZty4cSVVKknS61f2jNqewPzMfCQzVwMXATPad8jMGzNzWfH0ZmBCk2tURXQV0ubNm8euu+7KHXfcAcApp5zCRz/60RIqlSSpe5Qd1MYDj7d7vrBoW5fjgNnr2hgRMyNiTkTMWbJkSTeVqCqo53TnFltswWabbcZLL71UQoWSJHW/soNadNLW6ZpWEfFOakHtpHW9WGbOysyWzGzxovHe47VC2s9//nOOPPJIMpMRI0bw5z//mb333rvEaiVJ6j5lB7WFwJbtnk8AnuzYKSKmAucAMzLz6SbVpgpY0/raM2lLly5lwYIFLFu2bB2vIElSz1V2UPsLMDkiJkXEIOAI4LL2HSJiK+BS4MOZ+WAJNaoka1rb+ORPXxnS1qxZw9e+9jWuvPJKAD7xiU/w5z//mc0337zkaiVJ6n6lBrXMXAt8ErgKuA+4ODPnRcTxEXF80e2LwEjg7Ii4MyLmlFSumqizkAa1RdR/8pOfMHt27VLFl+/wlCSpN4rMTi8J6/FaWlpyzhwzXU/UMaS9f9eRnHXWWZx00kkMHjyYZ5991lUFJEm9SkTclpktHdvLPvUpvUJnM2k33XQTX/7yl/njH/8IYEiTJPUZLiGlymgf0j779i0Y+/z9wCQOPPBAHnzwQbbbbruyS5QkqamcUVMldJxJ+9O5/8Gxxx7LypUrAQxpkqQ+yRk1la59SDtx2kQ+us8k3jnhG7S2tjJkyJCyy5MkqTQGNZWqfUh7/tofcv+LE+CAb7H11luXXZokSaUzqKk0a1rbOHbWn7jhr8v58numsOmeR7PvvvuWXZYkSZVhUFMp1rS28Z7Tf8n9y4fw8TcNLz4n7dXrd0qS1JcZ1NRUmcnTy57l1Cse5v7lQ9h7yBN87r3Tyi5LkqRKMqipqd73/n/goTHvYMWIycXnpB1SdkmSJFWWQU0Nt3btWgYMGMCa1jZW7nE0K5YP5kudLLAuSZJeyc9RU0M9+uijTJ06lV/9+nI++dPbuX/5YL78nikca0iTJKlLzqipIVr+42qWLl9de/LeM/nsTQBPsfHg/s6kSZJUJ4Oaut0VV1zB0uWdb1uxqrW5xUiS1IN56lPdrl8//7OSJKk7+I6q162trY1vfOMb/OAHPwBg+5a3l1yRJEm9g6c+9bpFBFdddRWbjt6Cx8e8lQtueazskiRJ6hWcUdMGWb58OaeeeipPP/00q9a2cfC/ncX92x7BBbc8xlFv2ars8iRJ6hWcUdMGWbBgAWee+XVWjduNm5aP4olnX2L/ncZy8kE7st2YYVw5d9Hf7/psZ9SwQSVUK0lSz2RQU90WLVrEH/7wB4466ihWbLwF7zx9NpcsfIldxw/i64fvxlu3Hfk/fed84YASK5UkqXcwqKlup59+OuddOpurXpzI9Q8/yxbDh3DWB3fnvbttQb9+UXZ5kiT1OgY1vaZ58+YxdOhQho8Zz9C3HcPIjQ/k9oXLOXH6Dnxsn0kMGdi/7BIlSeq1DGpap5deeon9ph3A9od+gufG78VLa1o5eq+t+cy0yYwcNrjs8iRJ6vUManqVu+++m1122ZXf3v80Wx5/Dk+sTPbfZiSnHLwj244eVnZ5kiT1GQY1vcLll1/O4Secyp4zT+ex5bDr+OF85+CdXnGjgCRJag6DmshMlixZwvNsxK+eHssbPnQ6a/oN5qwP7uSNApIklcigJo6ZeQI3Pj+C3HYfhg7s740CkiRVhEGtj1qzZg2rW5Mf3/QYt445hNaRydF7bsln99/eGwUkSaoIg1oftGTpUt5+9P9i4B7/wAutAzhgSm1FAW8UkCSpWgxqfUhmcvMjz/B/r7yPlbt/kDFD4Qcf2ou9tvFGAUmSqsig1kf89PJr+NIv72DNmJ0Yv9lQVxSQJKkHMKj1ckuXr+Kbv3+IC25ZSW4+ieNaRvL5GW/2RgFJknoAg1ovtXJNK//09Qu5+blNaes3gKP32ppPv2s7Rm0ypOzSJElSnQxqvUxbW/Lru57gzN8+wJPPjWCT5xdw6Rc/zOQ3DC+7NEmStJ4Mar3Itfc+wb+efwPLGMau44fztffvzNu2P5gIr0OTJKknMqj1AvMXL+eM2ffx+/sW0/bCSg7ecjlnn3CwNwpIktTDGdR6sKXLV3HG5Xfzi7ueYtjggZw0fUcO3X4YW24xtuzSJElSNzCo9UAr17TywxsW8N1rH2bFqjUsv2M2F5/5Sd48dduyS5MkSd3IoNaDtLUlv7rzCU6/Yh5LVqzlgClj+bf9tyVemMwOO+xQdnmSJKmbGdR6iBsfXsr/vfI+7nnieWLZY4x87Dp+cMZFxdYRpdYmSZIaw6BWcfMXv8AZs+/n9/ctZovNhvDNI3Zni7Vj2XLC+8ouTZIkNZhBraKWLl/FWb9/kAtvfZxB/WDZtT/ipGMPZMbu04DxZZcnSZKawKBWMe1vFHhp9VqO3mtrPvWu7bh0q4UcddSHyi5PkiQ1kUGtIl6+UeDMqx5g0XMrGc9SFl/ydT7z+evYfJMhzJw5s+wSJUlSkxnUKuDGh5dy2hX3Me/J59lli034rw/uzsYrnuSaNxzH8OEu/SRJUl9lUCvR/MUvcPqV93PN/YvZYvgQhs29hO3XbM5e27wDGMmuu+5adomSJKlEBrUSLF2+iv+6+kEu+svjDB3Yn5MP2pGP7j2R0168lt13373s8iRJUkUY1Jqo/Y0CK9e0csDEwfzhvz/PtKN/xpCB/fnqV79adomSJKlCDGrdrOU/rmbp8tWvat9k8ACGDRnAoudW8u4pYznpoB3ZaO0L3HP+RqxYsaKESiVJUtUZ1LpZZyEN4IVVa5k0emMO2OQJnrjuUrb9yA+BYdxwww3NLVCSJPUY/couoC/51b/sw9AXnuDRRx/lxRdfLLscSZJUcQa1JurXLzjxxBP5/e9/z0YbbVR2OZIkqeI89dlk/fv3L7sESZLUQzijJkmSVFEGtW42atig9WqXJElaF099dpP58+fz6KOPMucLB5CZLFiwgG222abssiRJUg9W+oxaREyPiAciYn5EnNzJ9oiIbxXb746IN5VRZ1dmzpzJ8ccfT2trKxFhSJMkSa9bqUEtIvoD3wEOAqYAR0bElA7dDgImF18zge82tcjXcMstt7B8+XIAvv/973Pdddd5s4AkSeo2Zc+o7QnMz8xHMnM1cBEwo0OfGcD5WXMzsFlEjGt2oR0tWLCAffbZhzPPPBOAyZMnM378+JKrkiRJvUnZ16iNBx5v93wh8JY6+owHFnV8sYiYSW3Wja222qpbC+1o0qRJXHjhhUyfPr2hx5EkSX1X2TNq0UlbbkCfWmPmrMxsycyW0aNHv+7iunL44YezySabNPw4kiSpbyo7qC0Etmz3fALw5Ab0kSRJ6nXKDmp/ASZHxKSIGAQcAVzWoc9lwEeKuz/3Ap7LzFed9pQkSeptSr1GLTPXRsQngauA/sC5mTkvIo4vtn8PuBI4GJgPvAgcW1a9kiRJzVT2zQRk5pXUwlj7tu+1e5zACc2uS5IkqWxln/qUJEnSOhjUJEmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqKIOaJElSRRnUJEmSKipqKzT1PhGxBPhrgw8zClja4GNo/Tku1eOYVI9jUk2OS/U0a0y2zszRHRt7bVBrhoiYk5ktZdehV3JcqscxqR7HpJocl+ope0w89SlJklRRBjVJkqSKMqi9PrPKLkCdclyqxzGpHsekmhyX6il1TLxGTZIkqaKcUZMkSaoog5okSVJFGdTqEBHTI+KBiJgfESd3sj0i4lvF9rsj4k1l1NmX1DEmRxVjcXdE3BgRu5VRZ1/T1bi06/fmiGiNiA80s76+qJ4xiYj9IuLOiJgXEdc1u8a+qI5/w4ZHxOURcVcxLseWUWdfERHnRsTiiLhnHdtLe583qHUhIvoD3wEOAqYAR0bElA7dDgImF18zge82tcg+ps4xWQDsm5lTga/iBboNV+e4vNzva8BVza2w76lnTCJiM+Bs4L2ZuTNweNML7WPq/Fs5Abg3M3cD9gP+X0QMamqhfcuPgemvsb2093mDWtf2BOZn5iOZuRq4CJjRoc8M4PysuRnYLCLGNbvQPqTLMcnMGzNzWfH0ZmBCk2vsi+r5WwH4FPALYHEzi+uj6hmTDwGXZuZjAJnpuDRePeOSwCYREcAw4BlgbXPL7Dsy83pqv+N1Ke193qDWtfHA4+2eLyza1rePus/6/r6PA2Y3tCJBHeMSEeOB9wHfa2JdfVk9fyvbAyMi4tqIuC0iPtK06vquesbl28BOwJPAXOAzmdnWnPLUidLe5wc04yA9XHTS1vEzTerpo+5T9+87It5JLai9raEVCeobl7OAkzKztTZRoAarZ0wGAHsA04ChwE0RcXNmPtjo4vqwesblQOBO4F3AtsDVEfGnzHy+0cWpU6W9zxvUurYQ2LLd8wnU/g9nffuo+9T1+46IqcA5wEGZ+XSTauvL6hmXFuCiIqSNAg6OiLWZ+avmlNjn1Pvv19LMXAGsiIjrgd0Ag1rj1DMuxwJnZO3DTudHxAJgR+DW5pSoDkp7n/fUZ9f+AkyOiEnFhZxHAJd16HMZ8JHirpC9gOcyc1GzC+1DuhyTiNgKuBT4sDMDTdPluGTmpMycmJkTgUuAfzGkNVQ9/379Gnh7RAyIiI2AtwD3NbnOvqaecXmM2iwnETEW2AF4pKlVqr3S3uedUetCZq6NiE9Su0OtP3BuZs6LiOOL7d8DrgQOBuYDL1L7PyE1SJ1j8kVgJHB2MXuzNjNbyqq5L6hzXNRE9YxJZt4XEb8F7gbagHMys9OPKFD3qPNv5avAjyNiLrXTbidl5tLSiu7lIuJCanfXjoqIhcCXgIFQ/vu8S0hJkiRVlKc+JUmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqKIOaJElSRRnUJEmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqqAFlF9Aoo0aNyokTJ5ZdhiRJUpduu+22pZk5umN7rw1qEydOZM6cOWWXIUmS1KWI+Gtn7Z76lCRJqiiDmiRJUkUZ1CRJkirKoCZJklRRBjVJkqSK6rV3fUqSpHJMPPmKskvoVo+ecUhpx3ZGTZIkqaIaNqMWEecChwKLM3OXou1M4D3AauBh4NjMfLbYdgpwHNAKfDozryra9wB+DAwFrgQ+k5nZqLolSVL3KHMmqjtUYWawkTNqPwamd2i7GtglM6cCDwKnAETEFOAIYOdin7Mjon+xz3eBmcDk4qvja0qSJPVKDQtqmXk98EyHtt9l5tri6c3AhOLxDOCizFyVmQuA+cCeETEO2DQzbypm0c4HDmtUzZIkSVVS5jVqHwNmF4/HA4+327awaBtfPO7Y3qmImBkRcyJizpIlS7q5XEmSpOYqJahFxKnAWuCCl5s66Zav0d6pzJyVmS2Z2TJ69KvWNZUkSepRmv7xHBFxDLWbDKa1uylgIbBlu24TgCeL9gmdtEuSJPV6TZ1Ri4jpwEnAezPzxXabLgOOiIjBETGJ2k0Dt2bmIuCFiNgrIgL4CPDrZtYsSZJUlkZ+PMeFwH7AqIhYCHyJ2l2eg4Gra7mLmzPz+MycFxEXA/dSOyV6Qma2Fi/1z/z94zlm8/fr2iRJknq1hgW1zDyyk+Yfvkb/04DTOmmfA+zSjaVJkiT1CK5MIEmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqKIOaJElSRRnUJEmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqKIOaJElSRTUsqEXEuRGxOCLuade2eURcHREPFd9HtNt2SkTMj4gHIuLAdu17RMTcYtu3IiIaVbMkSVKVNHJG7cfA9A5tJwPXZOZk4JriORExBTgC2LnY5+yI6F/s811gJjC5+Or4mpIkSb1Sw4JaZl4PPNOheQZwXvH4POCwdu0XZeaqzFwAzAf2jIhxwKaZeVNmJnB+u30kSZJ6tQFNPt7YzFwEkJmLImJM0T4euLldv4VF25riccf2TkXETGqzb2y11VbdWParTTz5ioa+fhkePeOQskuQJEntVOVmgs6uO8vXaO9UZs7KzJbMbBk9enS3FSdJklSGZs+oPRUR44rZtHHA4qJ9IbBlu34TgCeL9gmdtFdGb5iF6o2zg5Ik9QbNnlG7DDimeHwM8Ot27UdExOCImETtpoFbi9OkL0TEXsXdnh9pt48kSVKv1rAZtYi4ENgPGBURC4EvAWcAF0fEccBjwOEAmTkvIi4G7gXWAidkZmvxUv9M7Q7SocDs4kuSJKnXa1hQy8wj17Fp2jr6nwac1kn7HGCXbixNkiSpR6jKzQSSJEnqwKAmSZJUUQY1SZKkijKoSZIkVZRBTZIkqaIMapIkSRVlUJMkSaoog5okSVJFGdQkSZIqyqAmSZJUUQY1SZKkijKoSZIkVZRBTZIkqaIMapIkSRVlUJMkSaoog5okSVJFlRLUIuJfI2JeRNwTERdGxJCI2Dwiro6Ih4rvI9r1PyUi5kfEAxFxYBk1S5IkNVvTg1pEjAc+DbRk5i5Af+AI4GTgmsycDFxTPCciphTbdwamA2dHRP9m1y1JktRsZZ36HAAMjYgBwEbAk8AM4Lxi+3nAYcXjGcBFmbkqMxcA84E9m1yvJElS0zU9qGXmE8DXgceARcBzmfk7YGxmLir6LALGFLuMBx5v9xILi7ZXiYiZETEnIuYsWbKkUT+CJElSU5Rx6nMEtVmyScAWwMYRcfRr7dJJW3bWMTNnZWZLZraMHj369RcrSZJUojJOfe4PLMjMJZm5BrgU2Bt4KiLGARTfFxf9FwJbttt/ArVTpZIkSb1aGUHtMWCviNgoIgKYBtwHXAYcU/Q5Bvh18fgy4IiIGBwRk4DJwK1NrlmSJKnpBjT7gJl5S0RcAtwOrAXuAGYBw4CLI+I4amHu8KL/vIi4GLi36H9CZrY2u25JkqRma3pQA8jMLwFf6tC8itrsWmf9TwNOa3RdkiRJVeLKBJIkSRVVV1CLiH3qaZMkSVL3qXdG7b/rbJMkSVI3ec1r1CLirdQ+OmN0RPyvdps2pbb0kyRJkhqkq5sJBlG7G3MAsEm79ueBDzSqKEmSJHUR1DLzOuC6iPhxZv61STVJkiSJ+j+eY3BEzAImtt8nM9/ViKIkSZJUf1D7OfA94BzAD5uVJElqgnqD2trM/G5DK5EkSdIr1PvxHJdHxL9ExLiI2Pzlr4ZWJkmS1MfVO6P28mLpn2/XlsA23VuOJEmSXlZXUMvMSY0uRJIkSa9UV1CLiI901p6Z53dvOZIkSXpZvac+39zu8RBgGnA7YFCTJElqkHpPfX6q/fOIGA78pCEVSZIkCaj/rs+OXgQmd2chkiRJeqV6r1G7nNpdnlBbjH0n4OINPWhEbEbtw3N3KV73Y8ADwM+orX7wKPCPmbms6H8KcBy1D9v9dGZetaHHliRJ6inqvUbt6+0erwX+mpkLX8dxvwn8NjM/EBGDgI2AfweuycwzIuJk4GTgpIiYAhwB7AxsAfw+IrbPTFdIkCRJvVpdpz6LxdnvBzYBRgCrN/SAEbEp8A7gh8Vrr87MZ4EZwHlFt/OAw4rHM4CLMnNVZi4A5gN7bujxJUmSeoq6glpE/CNwK3A48I/ALRHxgQ085jbAEuBHEXFHRJwTERsDYzNzEUDxfUzRfzzweLv9FxZtndU5MyLmRMScJUuWbGB5kiRJ1VDvzQSnAm/OzGMy8yPUZrT+9wYecwDwJuC7mflGYAW105zrEp20ZSdtZOaszGzJzJbRo0dvYHmSJEnVUG9Q65eZi9s9f3o99u1oIbAwM28pnl9CLbg9FRHjAIrvi9v137Ld/hOAJzfw2JIkST1GvWHrtxFxVUR8NCI+ClwBXLkhB8zMvwGPR8QORdM04F7gMv6+pugxwK+Lx5cBR0TE4IiYRO1jQW7dkGNLkiT1JK9512dEbEft2rHPR8T7gbdROxV5E3DB6zjup4ALijs+HwGOpRYaL46I44DHqF0PR2bOi4iLqYW5tcAJ3vEpSZL6gq4+nuMsah+bQWZeClwKEBEtxbb3bMhBM/NOoKWTTdPW0f804LQNOZYkSVJP1dWpz4mZeXfHxsycQ+2DaSVJktQgXQW1Ia+xbWh3FiJJkqRX6iqo/SUi/qljY3Ed2W2NKUmSJEnQ9TVqnwV+GRFH8fdg1gIMAt7XyMIkSZL6utcMapn5FLB3RLyT2gLqAFdk5h8aXpkkSVIfV9ei7Jn5R+CPDa5FkiRJ7Wzo6gKSJElqMIOaJElSRRnUJEmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqqNKCWkT0j4g7IuI3xfPNI+LqiHio+D6iXd9TImJ+RDwQEQeWVbMkSVIzlTmj9hngvnbPTwauyczJwDXFcyJiCnAEsDMwHTg7Ivo3uVZJkqSmKyWoRcQE4BDgnHbNM4DzisfnAYe1a78oM1dl5gJgPrBns2qVJEkqS1mfFxb/AAAMcElEQVQzamcBJwJt7drGZuYigOL7mKJ9PPB4u34Li7ZXiYiZETEnIuYsWbKk+6uWJElqoqYHtYg4FFicmbfVu0snbdlZx8yclZktmdkyevToDa5RkiSpCgaUcMx9gPdGxMHAEGDTiPj/gKciYlxmLoqIccDiov9CYMt2+08AnmxqxZIkSSVo+oxaZp6SmRMycyK1mwT+kJlHA5cBxxTdjgF+XTy+DDgiIgZHxCRgMnBrk8uWJElqujJm1NblDODiiDgOeAw4HCAz50XExcC9wFrghMxsLa9MSZKk5ig1qGXmtcC1xeOngWnr6HcacFrTCpMkSaoAVyaQJEmqKIOaJElSRRnUJEmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkVZVCTJEmqKIOaJElSRRnUJEmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSJEkV1fSgFhFbRsQfI+K+iJgXEZ8p2jePiKsj4qHi+4h2+5wSEfMj4oGIOLDZNUuSJJWhjBm1tcC/ZeZOwF7ACRExBTgZuCYzJwPXFM8pth0B7AxMB86OiP4l1C1JktRUTQ9qmbkoM28vHr8A3AeMB2YA5xXdzgMOKx7PAC7KzFWZuQCYD+zZ3KolSZKar9Rr1CJiIvBG4BZgbGYuglqYA8YU3cYDj7fbbWHR1tnrzYyIORExZ8mSJY0qW5IkqSkGlHXgiBgG/AL4bGY+HxHr7NpJW3bWMTNnAbMAWlpaOu0jSVIVTTz5irJLUAWVMqMWEQOphbQLMvPSovmpiBhXbB8HLC7aFwJbttt9AvBks2qVJEkqS9Nn1KI2dfZD4L7M/Ea7TZcBxwBnFN9/3a79pxHxDWALYDJwa/MqliSpeR4945CyS1CFlHHqcx/gw8DciLizaPt3agHt4og4DngMOBwgM+dFxMXAvdTuGD0hM1ubX7YkSVJzNT2oZeYNdH7dGcC0dexzGnBaw4qSJEmqIFcmkCRJqiiDmiRJUkWV9vEcqp7edGu4F+NKknoDZ9QkSZIqyhk19arZp940KyhJkkFNktRj+T9n6u089SlJklRRzqhJUh/TG2ehetMlHFJ7BjVJqlNvDDiSqs2gJkl9lLNQUvUZ1NQrOfNRPb0pFPSmn0VStRnUJDWF4VmS1p9BTb2KMx3VY0CTpA1nUJPUUIZnSdpwfo6aJElSRRnUJEmSKqrHBLWImB4RD0TE/Ig4uex6JEmSGq1HBLWI6A98BzgImAIcGRFTyq1KkiSpsXpEUAP2BOZn5iOZuRq4CJhRck2SJEkN1VPu+hwPPN7u+ULgLR07RcRMYGbxdHlEPNDgukbF11ja4GNo/Y0Cx6ViHJPqcUyqyXGpnma912/dWWNPCWrRSVu+qiFzFjCr8eXURMSczGxp1vFUH8elehyT6nFMqslxqZ6yx6SnnPpcCGzZ7vkE4MmSapEkSWqKnhLU/gJMjohJETEIOAK4rOSaJEmSGqpHnPrMzLUR8UngKqA/cG5mziu5LGjiaVatF8elehyT6nFMqslxqZ5SxyQyX3WplyRJkiqgp5z6lCRJ6nMMapIkSRVlUKtDV8tXRc23iu13R8SbyqizL6ljTI4qxuLuiLgxInYro86+pt6l3iLizRHRGhEfaGZ9fVE9YxIR+0XEnRExLyKua3aNfVEd/4YNj4jLI+KuYlyOLaPOviIizo2IxRFxzzq2l/Y+b1DrQp3LVx0ETC6+ZgLfbWqRfUydY7IA2DczpwJfxQt0G67epd6Kfl+jdnOQGqieMYmIzYCzgfdm5s7A4U0vtI+p82/lBODezNwN2A/4f8WnHqgxfgxMf43tpb3PG9S6Vs/yVTOA87PmZmCziBjX7EL7kC7HJDNvzMxlxdObqX32nhqr3qXePgX8AljczOL6qHrG5EPApZn5GEBmOi6NV8+4JLBJRAQwDHgGWNvcMvuOzLye2u94XUp7nzeoda2z5avGb0AfdZ/1/X0fB8xuaEWCOsYlIsYD7wO+18S6+rJ6/la2B0ZExLURcVtEfKRp1fVd9YzLt4GdqH24+1zgM5nZ1pzy1InS3ud7xOeolaye5avqWuJK3abu33dEvJNaUHtbQysS1DcuZwEnZWZrbaJADVbPmAwA9gCmAUOBmyLi5sx8sNHF9WH1jMuBwJ3Au4Btgasj4k+Z+Xyji1OnSnufN6h1rZ7lq1ziqrnq+n1HxFTgHOCgzHy6SbX1ZfWMSwtwURHSRgEHR8TazPxVc0rsc+r992tpZq4AVkTE9cBugEGtceoZl2OBM7L2YafzI2IBsCNwa3NKVAelvc976rNr9SxfdRnwkeKukL2A5zJzUbML7UO6HJOI2Aq4FPiwMwNN0+W4ZOakzJyYmROBS4B/MaQ1VD3/fv0aeHtEDIiIjYC3APc1uc6+pp5xeYzaLCcRMRbYAXikqVWqvdLe551R68K6lq+KiOOL7d8DrgQOBuYDL1L7PyE1SJ1j8kVgJHB2MXuzNjNbyqq5L6hzXNRE9YxJZt4XEb8F7gbagHMys9OPKFD3qPNv5avAjyNiLrXTbidl5tLSiu7lIuJCanfXjoqIhcCXgIFQ/vu8S0hJkiRVlKc+JUmSKsqgJkmSVFEGNUmSpIoyqEmSJFWUQU2SJKmiDGqSGiIiMiJ+0u75gIhYEhG/KbOu9RURP46IDxSPz+lsofl2ffeLiL034BiPRsSo11Nnd76OpOrwc9QkNcoKYJeIGJqZLwEHAE+UXBNQC42Zud4LXGfmx7vosh+wHLhxQ+qSpI6cUZPUSLOBQ4rHRwIXvrwhIjaOiHMj4i8RcUdEzCjaJ0bEnyLi9uJr76J9v2Lh8Esi4v6IuCA6WTC06HNWRNwYEfdExJ5F+5cjYlZE/A44PyL6R8SZxfHvjohPFP0iIr4dEfdGxBXAmA6v3VI8nl7Ud1dEXBMRE4HjgX+NiDsj4u0RMToiflEc4y8RsU+x78iI+F3xc3+fTtYRjIh/joj/bPf8oxHx38XjX0VtAfV5ETGzk30nRsQ97Z5/LiK+XDzeNiJ+W+z/p4jYsctRlFQaZ9QkNdJFwBeL051TgXOBtxfbTgX+kJkfi4jNgFsj4vfAYuCAzFwZEZOphbuXV5V4I7AztTX2/gzsA9zQyXE3zsy9I+IdxTF3Kdr3AN6WmS8VAee5zHxzRAwG/lyEuDdSW65nV2AscG/xGv8jIkYDPwDekZkLImLzzHwmIr4HLM/Mrxf9fgr8V2beELVlza4CdqL2qec3ZOZXIuIQ4FVhi9oSWzcBJxbPPwicVjz+WHG8ocBfIuIX67Ge7Szg+Mx8KCLeApxNbeFvSRVkUJPUMJl5dzHTdCS1JVjaezfw3oj4XPF8CLAVtRD27YjYHWgFtm+3z62ZuRAgIu4EJtJ5ULuwOP71EbFpEQQBLitOw758/KkvX38GDAcmA+8ALszMVuDJiPhDJ6+/F3B9Zi4ojvPMOn4F+wNT2k38bRoRmxTHeH+x7xURsazjjpm5JCIeidq6gg9RC49/LjZ/OiLeVzzesqi7y6AWEcOAvYGft6tpcFf7SSqPQU1So10GfJ3a9Vsj27UH8A+Z+UD7zsUpuqeA3ahdnrGy3eZV7R63su5/wzqujffy8xUdjv+pzLyqw/EP7mT/jqKOPlCr/63twuHLx+isxs78DPhH4H7gl5mZEbEftQD41sx8MSKupRZy21vLKy9teXl7P+DZzNy9jmNLqgCvUZPUaOcCX8nMuR3arwI+9fJ1ZhHxxqJ9OLAoM9uAD1NbtHp9fbB4zbdRO735XCd9rgL+OSIGFn23j4iNgeuBI4pr2MYB7+xk35uAfSNiUrHv5kX7C8Am7fr9Dvjky0+KWUKKYxxVtB0EjFjHz3EpcBi1GcmfFW3DgWVFSNuR2uxeR08BY4pr4QYDhwJk5vPAgog4vDh2RMRu6zi2pAowqElqqMxcmJnf7GTTV4GBwN3Fhe9fLdrPBo6JiJupnfZc0cm+XVkWETcC3wOOW0efc6hdf3Z7cfzvU5uh+yW1U41zge8C13XyMy2hdl3ZpRFxF38PUZcD73v5ZgLg00BLcbPCvdRuNgD4P8A7IuJ2aqdgH+uswMxcVtS4dWbeWjT/FhgQEXdT+53d3Ml+a4CvALcAv6E2I/eyo4DjirrnATPW8fuRVAGRWc/suyT1DMWpwM9l5pyya5Gk18sZNUmSpIpyRk2SJKminFGTJEmqKIOaJElSRRnUJEmSKsqgJkmSVFEGNUmSpIr6/wFnpxy+wT2mvAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PROBABILITY CALIBRATION CURVE ###\n",
    "\n",
    "fraction_of_positives, mean_predicted_value = calibration_curve(y, probs[:,1], n_bins=10)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "ax1 = plt.subplot2grid((3, 1), (0, 0), rowspan=2)\n",
    "ax2 = plt.subplot2grid((3, 1), (2, 0))\n",
    "\n",
    "ax1.plot([0, 1], [0, 1], \"k:\", label=\"Perfectly calibrated\")\n",
    "ax1.plot(mean_predicted_value, fraction_of_positives, \"s-\")\n",
    "ax1.set_ylabel(\"Fraction of positives\")\n",
    "ax1.set_ylim([-0.05, 1.05])\n",
    "ax1.set_title('Calibration plots  (reliability curve)')\n",
    "\n",
    "ax2.hist(probs[:,1], range=(0, 1), bins=10, histtype=\"step\", lw=2)\n",
    "ax2.set_xlabel(\"Mean predicted value\")\n",
    "ax2.set_ylabel(\"Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CLASSIFICATION with ARIMA and SOFT LABELS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(143, 2)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Passengers</th>\n",
       "      <th>change_passengers</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1949-02-01</td>\n",
       "      <td>118</td>\n",
       "      <td>1.053571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1949-03-01</td>\n",
       "      <td>132</td>\n",
       "      <td>1.118644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1949-04-01</td>\n",
       "      <td>129</td>\n",
       "      <td>0.977273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1949-05-01</td>\n",
       "      <td>121</td>\n",
       "      <td>0.937984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1949-06-01</td>\n",
       "      <td>135</td>\n",
       "      <td>1.115702</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Passengers  change_passengers\n",
       "Month                                    \n",
       "1949-02-01         118           1.053571\n",
       "1949-03-01         132           1.118644\n",
       "1949-04-01         129           0.977273\n",
       "1949-05-01         121           0.937984\n",
       "1949-06-01         135           1.115702"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "air = pd.read_csv('AustraliaIntAirPassengers.csv')\n",
    "air['change_passengers'] = air.Passengers / air.Passengers.shift()\n",
    "air['Month'] = pd.to_datetime(air.Month)\n",
    "air.set_index('Month', inplace=True)\n",
    "air.dropna(inplace=True)\n",
    "\n",
    "print(air.shape)\n",
    "air.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Monthly passengers')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RAW PASSENGER DATA ###\n",
    "\n",
    "air['Passengers'].plot(figsize=(15,6))\n",
    "plt.ylabel('passengers'); plt.title('Monthly passengers')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x208e1f0fb00>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PASSENGER CHANGES ###\n",
    "\n",
    "air['change_passengers'].plot(figsize=(15,6))\n",
    "plt.ylabel('changes'); plt.title('Monthly passengers')\n",
    "plt.axhline(1, linestyle='--', c='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x208e1f7cba8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT AUTOCORRELATION IN PASSENGER CHANGES ###\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "pd.plotting.autocorrelation_plot(air['change_passengers'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x208e2008ef0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT BINARY LABEL DISTRIBUTION ###\n",
    "\n",
    "air['change_labels'] = (air['change_passengers'] > 1).astype(int)\n",
    "\n",
    "air['change_labels'].value_counts().plot.pie(figsize=(6,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'true label')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT BINARY PASSENGER CHANGES ###\n",
    "\n",
    "air['change_labels'].plot(alpha=0.5, kind='area', figsize=(15,6))\n",
    "plt.axhline(0.5, linestyle='--', c='black')\n",
    "plt.ylabel('probabilities'); plt.title('true label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((71, 3), (72, 3))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "train = air.head(air.shape[0]//2).copy()\n",
    "test = air[~air.index.isin(train.index)].copy()\n",
    "\n",
    "train.shape, test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BEST ORDER (12, 0) BEST AIC: 443.0465959016224\n"
     ]
    }
   ],
   "source": [
    "### FIT AND FIND BEST MODEL ###\n",
    "\n",
    "all_res = {}\n",
    "best_model = None\n",
    "best_aic, best_order = np.inf, 0\n",
    "\n",
    "for p in range(1,15):\n",
    "    for q in range(0,6):\n",
    "        \n",
    "        m = SARIMAX(logit(train.change_labels.clip(1e-3, 1 - 1e-3)), \n",
    "                    order=(p,0,q), enforce_invertibility=False) \n",
    "        try:\n",
    "            model = m.fit(disp=False)\n",
    "            all_res[(p,q)] = model.aic\n",
    "        except:\n",
    "            all_res[(p,q)] = np.inf\n",
    "            \n",
    "        if all_res[(p,q)] < best_aic:\n",
    "            best_aic = all_res[(p,q)]\n",
    "            best_order = (p,q)\n",
    "            best_model = model\n",
    "            \n",
    "print('BEST ORDER', best_order, 'BEST AIC:', best_aic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_model.plot_diagnostics(figsize=(12,8))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x208e4663cf8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PREDICTED PROBABILITIES VS ACTUAL ###\n",
    "\n",
    "n_forecast = test.shape[0]\n",
    "predict = best_model.get_prediction(end=best_model.nobs + n_forecast)\n",
    "proba = expit(predict.predicted_mean)\n",
    "\n",
    "air.change_labels.plot(alpha=0.5, kind='area', figsize=(15,6), label='true label')\n",
    "proba.plot(alpha=0.7, kind='area', label='train prob')\n",
    "proba[-n_forecast:].plot(alpha=0.7, kind='area', label='test prob')\n",
    "plt.axhline(0.5, linestyle='--', c='black')\n",
    "plt.ylabel('probabilities'); plt.legend()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
